code: def all_gather_and_unreplicate(inputs):
      return jax_utils.unreplicate(
          jax.pmap(lambda x: jax.lax.all_gather(x, "batch"), "batch")(
              inputs
          )
      )
  
imports: import datetime
  import functools
  import os
  import pickle
  from typing import Any, Callable, Optional, Type
  from absl import logging
  from clu import metric_writers
  from flax import jax_utils
  import flax.linen
  import jax
  import jax.numpy
  import jax.profiler
  import ml_collections
  import numpy
  from scenic.common_lib import debug_utils
  from scenic.dataset_lib import dataset_utils
  from scenic.model_lib.base_models import base_model
  from scenic.projects.tasseo import classification_trainer
  from scenic.projects.tasseo import train_utils
  from scenic.train_lib import optimizers
  from scenic.train_lib import pretrain_utils
  from scenic.train_lib import train_utils
  import tensorflow
label_desc: Use image node_id 5 for calling a global function with example usage: all_gather_and_unreplicate(inputs) and returns: jax_utils